Pandas Profiling Report

Dataset statistics

Number of variables	10
Number of observations	339396
Missing cells	258572
Missing cells (%)	7.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.5 MiB
Average record size in memory	88.0 B

Variable types

Numeric	10

Alerts

`DO` is highly overall correlated with `Temp`	High correlation
`Temp` is highly overall correlated with `DO`	High correlation
`pH` has 48498 (14.3%) missing values	Missing
`EC` has 68935 (20.3%) missing values	Missing
`DO` has 47205 (13.9%) missing values	Missing
`ORP` has 44640 (13.2%) missing values	Missing
`Temp` has 49294 (14.5%) missing values	Missing
`EC` has 5233 (1.5%) zeros	Zeros
`TP` has 5519 (1.6%) zeros	Zeros

Reproduction

Analysis started	2023-03-04 14:41:17.119235
Analysis finished	2023-03-04 14:41:52.187698
Duration	35.07 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

pH
Real number (ℝ)

Distinct	1164
Distinct (%)	0.4%
Missing	48498
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	7.3803322

Minimum	0.11
Maximum	13.03
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.11
5-th percentile	5.06
Q1	6.32
median	7.13
Q3	7.93
95-th percentile	11.55
Maximum	13.03
Range	12.92
Interquartile range (IQR)	1.61

Descriptive statistics

Standard deviation	1.8726389
Coefficient of variation (CV)	0.25373369
Kurtosis	1.1175093
Mean	7.3803322
Median Absolute Deviation (MAD)	0.8
Skewness	0.6796879
Sum	2146923.9
Variance	3.5067764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.32	1561	0.5%
7.4	1554	0.5%
7.31	1527	0.4%
7.3	1486	0.4%
7.33	1461	0.4%
7.39	1460	0.4%
7.34	1444	0.4%
7.37	1439	0.4%
7.35	1415	0.4%
7.36	1409	0.4%
Other values (1154)	276142	81.4%
(Missing)	48498	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11	3	< 0.1%
0.12	3	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.17	2	< 0.1%
0.18	5	< 0.1%
0.19	2	< 0.1%
0.21	9	< 0.1%
0.24	11	< 0.1%
0.25	29	< 0.1%

Value	Count	Frequency (%)
13.03	1	< 0.1%
13.02	3	< 0.1%
13.01	4	< 0.1%
13	2	< 0.1%
12.99	2	< 0.1%
12.98	3	< 0.1%
12.97	1	< 0.1%
12.95	2	< 0.1%
12.94	4	< 0.1%
12.93	6	< 0.1%

EC
Real number (ℝ)

MISSING ZEROS

Distinct	87913
Distinct (%)	32.5%
Missing	68935
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%
Mean	27392.238

Minimum	0
Maximum	86525
Zeros	5233
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0
5-th percentile	6.25
Q1	2732.29
median	36970.83
Q3	44373.96
95-th percentile	50000
Maximum	86525
Range	86525
Interquartile range (IQR)	41641.67

Descriptive statistics

Standard deviation	19748.639
Coefficient of variation (CV)	0.7209575
Kurtosis	-1.5620969
Mean	27392.238
Median Absolute Deviation (MAD)	12208.33
Skewness	-0.40581513
Sum	7.4085321 × 10⁹
Variance	3.9000876 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	32166	9.5%
9.38	6502	1.9%
6.25	5249	1.5%
0	5233	1.5%
15.62	4142	1.2%
1000	3682	1.1%
12.5	2808	0.8%
3.13	2525	0.7%
18.75	1317	0.4%
25	609	0.2%
Other values (87903)	206228	60.8%
(Missing)	68935	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5233	1.5%
0.01	40	< 0.1%
0.03	1	< 0.1%
0.11	1	< 0.1%
0.23	1	< 0.1%
0.52	170	0.1%
0.53	4	< 0.1%
0.63	22	< 0.1%
0.78	54	< 0.1%
0.79	2	< 0.1%

Value	Count	Frequency (%)
86525	1	< 0.1%
73776.96	1	< 0.1%
62009.03	1	< 0.1%
60652.27	1	< 0.1%
58177.7	1	< 0.1%
58068.24	1	< 0.1%
57098.71	1	< 0.1%
56310.07	1	< 0.1%
55292.7	1	< 0.1%
53669.17	1	< 0.1%

DO
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	969
Distinct (%)	0.3%
Missing	47205
Missing (%)	13.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.9551256

Minimum	0
Maximum	20
Zeros	358
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2.12
Q1	4.02
median	6.81
Q3	7.58
95-th percentile	8.32
Maximum	20
Range	20
Interquartile range (IQR)	3.56

Descriptive statistics

Standard deviation	2.2955295
Coefficient of variation (CV)	0.38547121
Kurtosis	4.4576368
Mean	5.9551256
Median Absolute Deviation (MAD)	1.19
Skewness	0.24381701
Sum	1740034.1
Variance	5.2694556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	3115	0.9%
20	1160	0.3%
7.12	1155	0.3%
7.11	1153	0.3%
7.21	1142	0.3%
7.22	1129	0.3%
7.19	1116	0.3%
7.1	1105	0.3%
7.2	1100	0.3%
7.14	1099	0.3%
Other values (959)	278917	82.2%
(Missing)	47205	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	358	0.1%
0.01	3115	0.9%
0.02	188	0.1%
0.03	65	< 0.1%
0.04	4	< 0.1%
0.05	2	< 0.1%
0.06	5	< 0.1%
0.07	5	< 0.1%
0.08	2	< 0.1%
0.09	5	< 0.1%

Value	Count	Frequency (%)
20	1160	0.3%
15.14	1	< 0.1%
13.67	1	< 0.1%
13.54	1	< 0.1%
13.25	1	< 0.1%
12.89	1	< 0.1%
11.92	1	< 0.1%
11.02	2	< 0.1%
10.55	1	< 0.1%
10.38	1	< 0.1%

TSS
Real number (ℝ)

Distinct	207464
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.31606

Minimum	0
Maximum	999
Zeros	1037
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1.49
Q1	13.81
median	56.220732
Q3	156.53116
95-th percentile	335.19184
Maximum	999
Range	999
Interquartile range (IQR)	142.72116

Descriptive statistics

Standard deviation	135.16586
Coefficient of variation (CV)	1.2834307
Kurtosis	13.650699
Mean	105.31606
Median Absolute Deviation (MAD)	50.060732
Skewness	2.9328835
Sum	35743850
Variance	18269.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.44	2654	0.8%
999	2534	0.7%
1.56	1959	0.6%
1.38	1823	0.5%
1.06	1626	0.5%
0	1037	0.3%
1.12	988	0.3%
1.5	931	0.3%
1.62	899	0.3%
1.25	783	0.2%
Other values (207454)	324162	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1037	0.3%
0.006045783134	1	< 0.1%
0.01	33	< 0.1%
0.01154646053	1	< 0.1%
0.01435289532	1	< 0.1%
0.01593086682	1	< 0.1%
0.01782574825	1	< 0.1%
0.01926957067	1	< 0.1%
0.02	45	< 0.1%
0.02117326872	1	< 0.1%

Value	Count	Frequency (%)
999	2534	0.7%
998.77	1	< 0.1%
956.75	1	< 0.1%
934.91	1	< 0.1%
885.63	1	< 0.1%
880.96	1	< 0.1%
878.8112226	1	< 0.1%
851.02	1	< 0.1%
804.37	1	< 0.1%
792.64	1	< 0.1%

TN
Real number (ℝ)

Distinct	329680
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6036081

Minimum	0
Maximum	20
Zeros	17
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.84885892
Q1	2.3539338
median	3.5343625
Q3	4.7520126
95-th percentile	6.5695177
Maximum	20
Range	20
Interquartile range (IQR)	2.3980788

Descriptive statistics

Standard deviation	1.7361548
Coefficient of variation (CV)	0.48178236
Kurtosis	0.79292415
Mean	3.6036081
Median Absolute Deviation (MAD)	1.1982957
Skewness	0.38576339
Sum	1223050.2
Variance	3.0142336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.51	186	0.1%
3.5	178	0.1%
3.56	149	< 0.1%
3.62	147	< 0.1%
3.46	141	< 0.1%
3.58	139	< 0.1%
3.44	136	< 0.1%
3.25	129	< 0.1%
3.57	123	< 0.1%
3.54	122	< 0.1%
Other values (329670)	337946	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	< 0.1%
0.0001943912385	1	< 0.1%
0.0004321799478	1	< 0.1%
0.000520341101	1	< 0.1%
0.0006229090311	1	< 0.1%
0.0007151136787	1	< 0.1%
0.0008995685182	1	< 0.1%
0.001294563841	1	< 0.1%
0.001373222761	1	< 0.1%
0.001631580413	1	< 0.1%

Value	Count	Frequency (%)
20	41	< 0.1%
16.36	1	< 0.1%
14.89	12	< 0.1%
13.79	3	< 0.1%
13.67	1	< 0.1%
12.91	1	< 0.1%
12.65	1	< 0.1%
12.42	1	< 0.1%
11.77	1	< 0.1%
11.75168487	1	< 0.1%

TP
Real number (ℝ)

Distinct	328979
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.536543

Minimum	0
Maximum	1381.17
Zeros	5519
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2.5214867
Q1	27.253996
median	61.186755
Q3	105.80048
95-th percentile	180.87158
Maximum	1381.17
Range	1381.17
Interquartile range (IQR)	78.54648

Descriptive statistics

Standard deviation	58.480304
Coefficient of variation (CV)	0.80621852
Kurtosis	26.712804
Mean	72.536543
Median Absolute Deviation (MAD)	37.88706
Skewness	2.193677
Sum	24618613
Variance	3419.946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5519	1.6%
0.02	809	0.2%
0.01	611	0.2%
0.03	463	0.1%
0.05	217	0.1%
0.04	199	0.1%
0.07	159	< 0.1%
0.06	105	< 0.1%
0.1	94	< 0.1%
0.11	87	< 0.1%
Other values (328969)	331133	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5519	1.6%
0.0001119759281	1	< 0.1%
0.0002522438245	1	< 0.1%
0.000351450711	1	< 0.1%
0.0004413982976	1	< 0.1%
0.0005256530384	1	< 0.1%
0.0007113401034	1	< 0.1%
0.0008474424665	1	< 0.1%
0.001354511027	1	< 0.1%
0.001925187992	1	< 0.1%

Value	Count	Frequency (%)
1381.17	1	< 0.1%
1375.17	1	< 0.1%
1369.17	1	< 0.1%
1363.17	1	< 0.1%
1357.17	1	< 0.1%
1351.17	1	< 0.1%
1345.17	1	< 0.1%
1339.17	1	< 0.1%
1333.17	1	< 0.1%
1327.17	1	< 0.1%

TOC
Real number (ℝ)

Distinct	338371
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.813269

Minimum	0
Maximum	41
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3.5642286
Q1	11.649007
median	18.55463
Q3	25.68679
95-th percentile	35.048917
Maximum	41
Range	41
Interquartile range (IQR)	14.037783

Descriptive statistics

Standard deviation	9.4453611
Coefficient of variation (CV)	0.50205847
Kurtosis	-0.71566889
Mean	18.813269
Median Absolute Deviation (MAD)	7.0138092
Skewness	0.12765069
Sum	6385148.2
Variance	89.214846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.05	82	< 0.1%
0.89	15	< 0.1%
0.2	13	< 0.1%
3.86	13	< 0.1%
0.76	12	< 0.1%
0.52	12	< 0.1%
0.79	10	< 0.1%
0.84	9	< 0.1%
0.13	9	< 0.1%
0.86	8	< 0.1%
Other values (338361)	339213	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0001146200161	1	< 0.1%
0.0005736775409	1	< 0.1%
0.0005897045089	1	< 0.1%
0.0006757858735	1	< 0.1%
0.0009095416959	1	< 0.1%
0.00130479049	1	< 0.1%
0.001459512784	1	< 0.1%
0.001736374588	1	< 0.1%
0.002509600606	1	< 0.1%

Value	Count	Frequency (%)
41	2	< 0.1%
40.99944	1	< 0.1%
40.9960029	1	< 0.1%
40.99599588	1	< 0.1%
40.99469003	1	< 0.1%
40.9936535	1	< 0.1%
40.99312567	1	< 0.1%
40.99292974	1	< 0.1%
40.99265465	1	< 0.1%
40.99213859	1	< 0.1%

ORP
Real number (ℝ)

Distinct	61284
Distinct (%)	20.8%
Missing	44640
Missing (%)	13.2%
Infinite	0
Infinite (%)	0.0%
Mean	347.30422

Minimum	-1500.62
Maximum	1000
Zeros	1
Zeros (%)	< 0.1%
Negative	12621
Negative (%)	3.7%
Memory size	5.2 MiB

Quantile statistics

Minimum	-1500.62
5-th percentile	49.195
Q1	202.86
median	339.56
Q3	469.6125
95-th percentile	876.0625
Maximum	1000
Range	2500.62
Interquartile range (IQR)	266.7525

Descriptive statistics

Standard deviation	315.13386
Coefficient of variation (CV)	0.90737125
Kurtosis	9.515165
Mean	347.30422
Median Absolute Deviation (MAD)	134.54
Skewness	-1.5597055
Sum	1.0237 × 10⁸
Variance	99309.352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	7781	2.3%
-1500.6	673	0.2%
-1500.58	650	0.2%
-1500.62	497	0.1%
-1500.56	454	0.1%
-1500.54	218	0.1%
89.38	84	< 0.1%
381.5	78	< 0.1%
88.62	76	< 0.1%
81.88	70	< 0.1%
Other values (61274)	284175	83.7%
(Missing)	44640	13.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1500.62	497	0.1%
-1500.6	673	0.2%
-1500.59	1	< 0.1%
-1500.58	650	0.2%
-1500.57	14	< 0.1%
-1500.56	454	0.1%
-1500.55	6	< 0.1%
-1500.54	218	0.1%
-1500.53	1	< 0.1%
-1500.52	67	< 0.1%

Value	Count	Frequency (%)
1000	7781	2.3%
999.98	8	< 0.1%
999.96	10	< 0.1%
999.94	10	< 0.1%
999.92	3	< 0.1%
999.91	1	< 0.1%
999.9	3	< 0.1%
999.88	2	< 0.1%
999.87	3	< 0.1%
999.85	5	< 0.1%

Temp
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2252
Distinct (%)	0.8%
Missing	49294
Missing (%)	14.5%
Infinite	0
Infinite (%)	0.0%
Mean	27.540814

Minimum	3.61
Maximum	59.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	3.61
5-th percentile	21.72
Q1	24.31
median	27.1
Q3	30.83
95-th percentile	33.55
Maximum	59.39
Range	55.78
Interquartile range (IQR)	6.52

Descriptive statistics

Standard deviation	3.9047639
Coefficient of variation (CV)	0.14178099
Kurtosis	-0.16871435
Mean	27.540814
Median Absolute Deviation (MAD)	3.21
Skewness	0.29135135
Sum	7989645.3
Variance	15.247181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.6	950	0.3%
25.9	933	0.3%
21.62	916	0.3%
25.44	873	0.3%
24.97	855	0.3%
22.1	848	0.2%
24.12	778	0.2%
23.56	755	0.2%
24.96	737	0.2%
23.54	723	0.2%
Other values (2242)	281734	83.0%
(Missing)	49294	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.61	1	< 0.1%
4.9	1	< 0.1%
5.43	1	< 0.1%
8.51	1	< 0.1%
8.79	1	< 0.1%
10.85	1	< 0.1%
12.39	1	< 0.1%
13.56	1	< 0.1%
14.86	1	< 0.1%
14.92	1	< 0.1%

Value	Count	Frequency (%)
59.39	1	< 0.1%
59.28	1	< 0.1%
59.14	1	< 0.1%
59.13	1	< 0.1%
58.96	1	< 0.1%
58.87	1	< 0.1%
58.85	1	< 0.1%
58.8	1	< 0.1%
58.72	1	< 0.1%
58.68	1	< 0.1%

TEMP
Real number (ℝ)

Distinct	338319
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.89239

Minimum	21.18
Maximum	39.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	21.18
5-th percentile	23.535954
Q1	27.112945
median	29.852345
Q3	32.627631
95-th percentile	36.382148
Maximum	39.33
Range	18.15
Interquartile range (IQR)	5.5146861

Descriptive statistics

Standard deviation	3.8413333
Coefficient of variation (CV)	0.12850539
Kurtosis	-0.55924557
Mean	29.89239
Median Absolute Deviation (MAD)	2.7583043
Skewness	0.05588391
Sum	10145357
Variance	14.755842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.26	13	< 0.1%
24.98	10	< 0.1%
29.74	9	< 0.1%
25	9	< 0.1%
35	9	< 0.1%
31.86	9	< 0.1%
35.88	9	< 0.1%
28.93	8	< 0.1%
35.24	8	< 0.1%
36.38	8	< 0.1%
Other values (338309)	339304	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.18	1	< 0.1%
21.1803509	1	< 0.1%
21.18074945	1	< 0.1%
21.18089344	1	< 0.1%
21.18111111	1	< 0.1%
21.18124418	1	< 0.1%
21.18134117	1	< 0.1%
21.182297	1	< 0.1%
21.18244275	1	< 0.1%
21.18266495	1	< 0.1%

Value	Count	Frequency (%)
39.33	1	< 0.1%
39.32987303	1	< 0.1%
39.3294811	1	< 0.1%
39.32932315	1	< 0.1%
39.32863458	1	< 0.1%
39.32716928	1	< 0.1%
39.32649945	1	< 0.1%
39.32630934	1	< 0.1%
39.32611579	1	< 0.1%
39.32606748	1	< 0.1%

Auto

Heatmap
Table

	pH	EC	DO	TSS	TN	TP	TOC	ORP	Temp	TEMP
pH	1.000	0.083	0.094	0.059	-0.004	-0.022	-0.003	-0.317	0.071	0.002
EC	0.083	1.000	-0.440	0.118	0.006	0.021	0.002	-0.111	0.235	-0.000
DO	0.094	-0.440	1.000	0.076	-0.007	0.026	0.003	-0.155	-0.512	-0.000
TSS	0.059	0.118	0.076	1.000	0.002	0.031	-0.000	0.011	-0.128	-0.001
TN	-0.004	0.006	-0.007	0.002	1.000	0.006	-0.002	-0.002	0.003	-0.004
TP	-0.022	0.021	0.026	0.031	0.006	1.000	-0.003	-0.008	-0.014	0.002
TOC	-0.003	0.002	0.003	-0.000	-0.002	-0.003	1.000	-0.004	-0.002	-0.003
ORP	-0.317	-0.111	-0.155	0.011	-0.002	-0.008	-0.004	1.000	0.185	0.002
Temp	0.071	0.235	-0.512	-0.128	0.003	-0.014	-0.002	0.185	1.000	0.001
TEMP	0.002	-0.000	-0.000	-0.001	-0.004	0.002	-0.003	0.002	0.001	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	pH	EC	DO	TSS	TN	TP	TOC	ORP	Temp	TEMP
Time
2017-07-11 14:05:00	7.29	1000.0	0.01	37.72	2.382600	118.301766	20.640303	257.62	32.64	28.204791
2017-07-11 14:10:00	7.29	1000.0	0.01	37.18	7.284571	23.182876	14.900992	260.50	32.56	22.112042
2017-07-11 14:15:00	7.29	1000.0	0.01	36.64	4.668972	11.363099	21.685466	255.54	32.54	33.116497
2017-07-11 14:20:00	7.30	1000.0	0.01	36.25	2.146710	83.474613	24.299291	255.06	32.47	27.300682
2017-07-11 14:25:00	7.31	1000.0	0.01	36.08	2.934312	12.725587	36.730378	258.62	32.42	33.866263
2017-07-11 14:30:00	7.31	1000.0	0.01	35.83	5.594663	79.639509	11.190794	260.10	32.42	38.535924
2017-07-11 14:35:00	7.31	1000.0	0.01	35.63	1.891900	92.438369	28.065020	258.92	32.42	24.901455
2017-07-11 14:40:00	7.31	1000.0	0.01	35.52	3.548026	26.135042	25.175644	255.42	32.35	26.988880
2017-07-11 14:45:00	7.31	1000.0	0.01	35.35	3.075528	130.620427	8.040837	252.52	32.30	29.320082
2017-07-11 14:50:00	7.31	1000.0	0.01	35.26	2.058291	235.704656	8.779740	252.12	32.27	29.274177

	pH	EC	DO	TSS	TN	TP	TOC	ORP	Temp	TEMP
Time
2020-10-02 00:15:00	12.78	9.38	8.30	86.518921	4.049392	56.549033	21.018809	384.35	24.64	30.558691
2020-10-02 00:20:00	12.79	9.38	8.29	66.979848	3.946797	155.540043	9.907424	383.58	24.67	28.146237
2020-10-02 00:25:00	12.82	9.38	8.30	96.279505	4.826141	34.118424	21.399300	384.17	24.69	36.198463
2020-10-02 00:30:00	12.79	9.38	8.29	133.537501	4.775135	37.843342	21.170736	383.88	24.75	31.043348
2020-10-02 00:35:00	12.82	9.38	8.27	82.998904	5.801933	84.532237	13.370508	383.31	24.76	27.773501
2020-10-02 00:40:00	12.78	9.38	8.28	91.446654	3.208271	62.403567	15.988773	384.21	24.76	34.115773
2020-10-02 00:45:00	12.80	9.38	8.27	209.749230	1.398283	47.297347	38.411562	383.63	24.76	26.268491
2020-10-02 00:50:00	12.81	9.38	8.27	201.656097	6.552750	145.288275	11.178243	384.04	24.76	27.838110
2020-10-02 00:55:00	12.78	9.38	8.27	176.880613	5.857913	80.260097	1.642902	384.08	24.77	36.598129
2020-10-02 01:00:00	12.80	9.38	8.28	168.404321	2.814321	26.744286	27.944556	384.23	24.76	38.210078

Overview

Variables

Interactions

Correlations

Missing values

Sample